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ABSTRACT
| Title |
: |
Building Privacy-Preserving C4.5 Decision Tree Classifier on Multi-Parties |
| Authors |
: |
Alka Gangrade and Ravindra Patel |
| Keywords |
: |
Decision tree classification, C4.5 algorithm, Privacy-preserving. |
| Issue Date |
: |
Nov 2009 |
| Abstract |
: |
In this paper, we address Privacy-preserving classification problem in a multi-party sense. We focus the general classification in a secured manner and introduce a Privacy-preserving decision tree classifier using C4.5 algorithm without involving third party. C4.5 algorithm is a software extension of the basic ID3 algorithm designed by Quinlan. Our protocol is considerably more efficient than any existing solutions. |
| Page(s) |
: |
199-205 |
| ISSN |
: |
0975–3397 |
| Source |
: |
Vol. 1, No.3 |
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